Overview

Dataset info

Number of variables35
Number of observations1470
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory402.0 KiB
Average record size in memory280.1 B

Variables types

Numeric16
Categorical13
Boolean2
Date0
URL0
Text (Unique)0
Rejected4
Unsupported0

Warnings

EmployeeCount has constant value "1" Rejected
MonthlyIncome is highly correlated with JobLevel (ρ = 0.9502999135) Rejected
NumCompaniesWorked has 197 (13.4%) zeros Zeros
Over18 has constant value "Y" Rejected
StandardHours has constant value "80" Rejected
TrainingTimesLastYear has 54 (3.7%) zeros Zeros
YearsAtCompany has 44 (3.0%) zeros Zeros
YearsInCurrentRole has 244 (16.6%) zeros Zeros
YearsSinceLastPromotion has 581 (39.5%) zeros Zeros
YearsWithCurrManager has 263 (17.9%) zeros Zeros

Variables

Age
Numeric

Distinct count43
Unique (%)2.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean36.92380952
Minimum18
Maximum60
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum18
5-th percentile24
Q130
Median36
Q343
95-th percentile54
Maximum60
Range42
Interquartile range13

Descriptive statistics

Standard deviation9.135373489
Coef of variation0.2474114564
Kurtosis-0.4041451372
Mean36.92380952
MAD7.409795918
Skewness0.4132863019
Sum54278
Variance83.45504879
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=43)
Histogram
Histogram with variable size bins (bins=[18. 23.5 25.5 28.5 36.5 42.5 46.5 55.5 60. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
35 78 5.3%
 
34 77 5.2%
 
31 69 4.7%
 
36 69 4.7%
 
29 68 4.6%
 
32 61 4.1%
 
30 60 4.1%
 
33 58 3.9%
 
38 58 3.9%
 
40 57 3.9%
 
Other values (33) 815 55.4%
 

Minimum 5 values

ValueCountFrequency (%) 
18 8 0.5%
 
19 9 0.6%
 
20 11 0.7%
 
21 13 0.9%
 
22 16 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
60 5 0.3%
 
59 10 0.7%
 
58 14 1.0%
 
57 4 0.3%
 
56 14 1.0%
 

Attrition
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
No
1233
Yes
 
237
ValueCountFrequency (%) 
No 1233 83.9%
 
Yes 237 16.1%
 

BusinessTravel
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Travel_Rarely
1043
Travel_Frequently
277
Non-Travel
 
150
ValueCountFrequency (%) 
Travel_Rarely 1043 71.0%
 
Travel_Frequently 277 18.8%
 
Non-Travel 150 10.2%
 
Max length17
Mean length13.44761905
Min length10
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsTrue

DailyRate
Numeric

Distinct count886
Unique (%)60.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean802.4857143
Minimum102
Maximum1499
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum102
5-th percentile165.35
Q1465
Median802
Q31157
95-th percentile1424.1
Maximum1499
Range1397
Interquartile range692

Descriptive statistics

Standard deviation403.5090999
Coef of variation0.5028240288
Kurtosis-1.203822808
Mean802.4857143
MAD350.2537221
Skewness-0.003518568352
Sum1179654
Variance162819.5937
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 102. 1499.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
691 6 0.4%
 
1082 5 0.3%
 
329 5 0.3%
 
1329 5 0.3%
 
530 5 0.3%
 
408 5 0.3%
 
715 4 0.3%
 
589 4 0.3%
 
906 4 0.3%
 
350 4 0.3%
 
Other values (876) 1423 96.8%
 

Minimum 5 values

ValueCountFrequency (%) 
102 1 0.1%
 
103 1 0.1%
 
104 1 0.1%
 
105 1 0.1%
 
106 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1499 1 0.1%
 
1498 1 0.1%
 
1496 2 0.1%
 
1495 3 0.2%
 
1492 1 0.1%
 

Department
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Research & Development
961
Sales
446
Human Resources
 
63
ValueCountFrequency (%) 
Research & Development 961 65.4%
 
Sales 446 30.3%
 
Human Resources 63 4.3%
 
Max length22
Mean length16.54217687
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

DistanceFromHome
Numeric

Distinct count29
Unique (%)2.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.192517007
Minimum1
Maximum29
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median7
Q314
95-th percentile26
Maximum29
Range28
Interquartile range12

Descriptive statistics

Standard deviation8.106864436
Coef of variation0.8818982254
Kurtosis-0.2248334049
Mean9.192517007
MAD6.572742839
Skewness0.9581179957
Sum13513
Variance65.72125098
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=29)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 10.5 28.5 29. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 211 14.4%
 
1 208 14.1%
 
10 86 5.9%
 
9 85 5.8%
 
3 84 5.7%
 
7 84 5.7%
 
8 80 5.4%
 
5 65 4.4%
 
4 64 4.4%
 
6 59 4.0%
 
Other values (19) 444 30.2%
 

Minimum 5 values

ValueCountFrequency (%) 
1 208 14.1%
 
2 211 14.4%
 
3 84 5.7%
 
4 64 4.4%
 
5 65 4.4%
 

Maximum 5 values

ValueCountFrequency (%) 
29 27 1.8%
 
28 23 1.6%
 
27 12 0.8%
 
26 25 1.7%
 
25 25 1.7%
 

Education
Numeric

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.91292517
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile4
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.024164945
Coef of variation0.3515932902
Kurtosis-0.5591149664
Mean2.91292517
MAD0.7927104447
Skewness-0.289681082
Sum4282
Variance1.048913834
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 572 38.9%
 
4 398 27.1%
 
2 282 19.2%
 
1 170 11.6%
 
5 48 3.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 170 11.6%
 
2 282 19.2%
 
3 572 38.9%
 
4 398 27.1%
 
5 48 3.3%
 

Maximum 5 values

ValueCountFrequency (%) 
5 48 3.3%
 
4 398 27.1%
 
3 572 38.9%
 
2 282 19.2%
 
1 170 11.6%
 

EducationField
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Life Sciences
606
Medical
464
Marketing
159
Other values (3)
241
ValueCountFrequency (%) 
Life Sciences 606 41.2%
 
Medical 464 31.6%
 
Marketing 159 10.8%
 
Technical Degree 132 9.0%
 
Other 82 5.6%
 
Human Resources 27 1.8%
 
Max length16
Mean length10.53333333
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

EmployeeCount
Constant

This variable is constant and should be ignored for analysis

Constant value1

EmployeeNumber
Numeric

Distinct count1470
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1024.865306
Minimum1
Maximum2068
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile96.45
Q1491.25
Median1020.5
Q31555.75
95-th percentile1967.55
Maximum2068
Range2067
Interquartile range1064.5

Descriptive statistics

Standard deviation602.0243348
Coef of variation0.5874180063
Kurtosis-1.223178906
Mean1024.865306
MAD522.4050757
Skewness0.01657401958
Sum1506552
Variance362433.2997
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.000e+00 2.068e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2046 1 0.1%
 
641 1 0.1%
 
644 1 0.1%
 
645 1 0.1%
 
647 1 0.1%
 
648 1 0.1%
 
649 1 0.1%
 
650 1 0.1%
 
652 1 0.1%
 
653 1 0.1%
 
Other values (1460) 1460 99.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 0.1%
 
2 1 0.1%
 
4 1 0.1%
 
5 1 0.1%
 
7 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2068 1 0.1%
 
2065 1 0.1%
 
2064 1 0.1%
 
2062 1 0.1%
 
2061 1 0.1%
 

EnvironmentSatisfaction
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
3
453
4
446
2
287
ValueCountFrequency (%) 
3 453 30.8%
 
4 446 30.3%
 
2 287 19.5%
 
1 284 19.3%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Gender
Categorical

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Male
882
Female
588
ValueCountFrequency (%) 
Male 882 60.0%
 
Female 588 40.0%
 
Max length6
Mean length4.8
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

HourlyRate
Numeric

Distinct count71
Unique (%)4.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean65.89115646
Minimum30
Maximum100
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum30
5-th percentile33
Q148
Median66
Q383.75
95-th percentile97
Maximum100
Range70
Interquartile range35.75

Descriptive statistics

Standard deviation20.32942759
Coef of variation0.3085304415
Kurtosis-1.196398456
Mean65.89115646
MAD17.649248
Skewness-0.0323109529
Sum96860
Variance413.2856263
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 30. 100.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
66 29 2.0%
 
42 28 1.9%
 
98 28 1.9%
 
48 28 1.9%
 
84 28 1.9%
 
79 27 1.8%
 
96 27 1.8%
 
57 27 1.8%
 
52 26 1.8%
 
87 26 1.8%
 
Other values (61) 1196 81.4%
 

Minimum 5 values

ValueCountFrequency (%) 
30 19 1.3%
 
31 15 1.0%
 
32 24 1.6%
 
33 19 1.3%
 
34 12 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
100 19 1.3%
 
99 20 1.4%
 
98 28 1.9%
 
97 21 1.4%
 
96 27 1.8%
 

JobInvolvement
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
3
868
2
375
4
 
144
ValueCountFrequency (%) 
3 868 59.0%
 
2 375 25.5%
 
4 144 9.8%
 
1 83 5.6%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

JobLevel
Numeric

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.063945578
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median2
Q33
95-th percentile4
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.106939899
Coef of variation0.5363222319
Kurtosis0.3991520554
Mean2.063945578
MAD0.8324753575
Skewness1.025401283
Sum3034
Variance1.22531594
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 543 36.9%
 
2 534 36.3%
 
3 218 14.8%
 
4 106 7.2%
 
5 69 4.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1 543 36.9%
 
2 534 36.3%
 
3 218 14.8%
 
4 106 7.2%
 
5 69 4.7%
 

Maximum 5 values

ValueCountFrequency (%) 
5 69 4.7%
 
4 106 7.2%
 
3 218 14.8%
 
2 534 36.3%
 
1 543 36.9%
 

JobRole
Categorical

Distinct count9
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Sales Executive
326
Research Scientist
292
Laboratory Technician
259
Other values (6)
593
ValueCountFrequency (%) 
Sales Executive 326 22.2%
 
Research Scientist 292 19.9%
 
Laboratory Technician 259 17.6%
 
Manufacturing Director 145 9.9%
 
Healthcare Representative 131 8.9%
 
Manager 102 6.9%
 
Sales Representative 83 5.6%
 
Research Director 80 5.4%
 
Human Resources 52 3.5%
 
Max length25
Mean length18.0707483
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

JobSatisfaction
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
4
459
3
442
1
289
ValueCountFrequency (%) 
4 459 31.2%
 
3 442 30.1%
 
1 289 19.7%
 
2 280 19.0%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

MaritalStatus
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Married
673
Single
470
Divorced
327
ValueCountFrequency (%) 
Married 673 45.8%
 
Single 470 32.0%
 
Divorced 327 22.2%
 
Max length8
Mean length6.902721088
Min length6
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

MonthlyIncome
Highly correlated

This variable is highly correlated with JobLevel and should be ignored for analysis

Correlation0.9502999135

MonthlyRate
Numeric

Distinct count1427
Unique (%)97.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean14313.1034
Minimum2094
Maximum26999
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2094
5-th percentile3384.55
Q18047
Median14235.5
Q320461.5
95-th percentile25431.9
Maximum26999
Range24905
Interquartile range12414.5

Descriptive statistics

Standard deviation7117.786044
Coef of variation0.4972915967
Kurtosis-1.2149561
Mean14313.1034
MAD6188.083697
Skewness0.01857780789
Sum21040262
Variance50662878.17
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 2094. 26999.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4223 3 0.2%
 
9150 3 0.2%
 
6670 2 0.1%
 
7324 2 0.1%
 
4658 2 0.1%
 
21534 2 0.1%
 
16154 2 0.1%
 
13008 2 0.1%
 
12355 2 0.1%
 
6069 2 0.1%
 
Other values (1417) 1448 98.5%
 

Minimum 5 values

ValueCountFrequency (%) 
2094 1 0.1%
 
2097 1 0.1%
 
2104 1 0.1%
 
2112 1 0.1%
 
2122 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
26999 1 0.1%
 
26997 1 0.1%
 
26968 1 0.1%
 
26959 1 0.1%
 
26956 1 0.1%
 

NumCompaniesWorked
Numeric

Distinct count10
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.693197279
Minimum0
Maximum9
Zeros (%)13.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median2
Q34
95-th percentile8
Maximum9
Range9
Interquartile range3

Descriptive statistics

Standard deviation2.498009006
Coef of variation0.9275254455
Kurtosis0.01021381669
Mean2.693197279
MAD2.059758434
Skewness1.026471112
Sum3959
Variance6.240048994
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 4.5 8.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 521 35.4%
 
0 197 13.4%
 
3 159 10.8%
 
2 146 9.9%
 
4 139 9.5%
 
7 74 5.0%
 
6 70 4.8%
 
5 63 4.3%
 
9 52 3.5%
 
8 49 3.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 197 13.4%
 
1 521 35.4%
 
2 146 9.9%
 
3 159 10.8%
 
4 139 9.5%
 

Maximum 5 values

ValueCountFrequency (%) 
9 52 3.5%
 
8 49 3.3%
 
7 74 5.0%
 
6 70 4.8%
 
5 63 4.3%
 

Over18
Constant

This variable is constant and should be ignored for analysis

Constant valueY

OverTime
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
No
1054
Yes
416
ValueCountFrequency (%) 
No 1054 71.7%
 
Yes 416 28.3%
 

PercentSalaryHike
Numeric

Distinct count15
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean15.20952381
Minimum11
Maximum25
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum11
5-th percentile11
Q112
Median14
Q318
95-th percentile22
Maximum25
Range14
Interquartile range6

Descriptive statistics

Standard deviation3.659937717
Coef of variation0.2406346025
Kurtosis-0.3005982221
Mean15.20952381
MAD3.055173307
Skewness0.8211279756
Sum22358
Variance13.39514409
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=15)
Histogram
Histogram with variable size bins (bins=[11. 11.5 14.5 19.5 22.5 25. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
11 210 14.3%
 
13 209 14.2%
 
14 201 13.7%
 
12 198 13.5%
 
15 101 6.9%
 
18 89 6.1%
 
17 82 5.6%
 
16 78 5.3%
 
19 76 5.2%
 
22 56 3.8%
 
Other values (5) 170 11.6%
 

Minimum 5 values

ValueCountFrequency (%) 
11 210 14.3%
 
12 198 13.5%
 
13 209 14.2%
 
14 201 13.7%
 
15 101 6.9%
 

Maximum 5 values

ValueCountFrequency (%) 
25 18 1.2%
 
24 21 1.4%
 
23 28 1.9%
 
22 56 3.8%
 
21 48 3.3%
 

PerformanceRating
Categorical

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
3
1244
4
 
226
ValueCountFrequency (%) 
3 1244 84.6%
 
4 226 15.4%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

RelationshipSatisfaction
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
3
459
4
432
2
303
ValueCountFrequency (%) 
3 459 31.2%
 
4 432 29.4%
 
2 303 20.6%
 
1 276 18.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

StandardHours
Constant

This variable is constant and should be ignored for analysis

Constant value80

StockOptionLevel
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
631
1
596
2
158
ValueCountFrequency (%) 
0 631 42.9%
 
1 596 40.5%
 
2 158 10.7%
 
3 85 5.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

TotalWorkingYears
Numeric

Distinct count40
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean11.27959184
Minimum0
Maximum40
Zeros (%)0.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q16
Median10
Q315
95-th percentile28
Maximum40
Range40
Interquartile range9

Descriptive statistics

Standard deviation7.780781676
Coef of variation0.6898105701
Kurtosis0.9182695366
Mean11.27959184
MAD6.034188533
Skewness1.117171853
Sum16581
Variance60.54056348
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=40)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 4.5 ... 10.5 17.5 24.5 33.5 40. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 202 13.7%
 
6 125 8.5%
 
8 103 7.0%
 
9 96 6.5%
 
5 88 6.0%
 
1 81 5.5%
 
7 81 5.5%
 
4 63 4.3%
 
12 48 3.3%
 
3 42 2.9%
 
Other values (30) 541 36.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 11 0.7%
 
1 81 5.5%
 
2 31 2.1%
 
3 42 2.9%
 
4 63 4.3%
 

Maximum 5 values

ValueCountFrequency (%) 
40 2 0.1%
 
38 1 0.1%
 
37 4 0.3%
 
36 6 0.4%
 
35 3 0.2%
 

TrainingTimesLastYear
Numeric

Distinct count7
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.799319728
Minimum0
Maximum6
Zeros (%)3.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median3
Q33
95-th percentile5
Maximum6
Range6
Interquartile range1

Descriptive statistics

Standard deviation1.289270621
Coef of variation0.4605656896
Kurtosis0.494992986
Mean2.799319728
MAD0.9743440233
Skewness0.5531241711
Sum4115
Variance1.662218734
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 1.5 3.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 547 37.2%
 
3 491 33.4%
 
4 123 8.4%
 
5 119 8.1%
 
1 71 4.8%
 
6 65 4.4%
 
0 54 3.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 54 3.7%
 
1 71 4.8%
 
2 547 37.2%
 
3 491 33.4%
 
4 123 8.4%
 

Maximum 5 values

ValueCountFrequency (%) 
6 65 4.4%
 
5 119 8.1%
 
4 123 8.4%
 
3 491 33.4%
 
2 547 37.2%
 

WorkLifeBalance
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
3
893
2
344
4
 
153
ValueCountFrequency (%) 
3 893 60.7%
 
2 344 23.4%
 
4 153 10.4%
 
1 80 5.4%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

YearsAtCompany
Numeric

Distinct count37
Unique (%)2.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.008163265
Minimum0
Maximum40
Zeros (%)3.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q13
Median5
Q39
95-th percentile20
Maximum40
Range40
Interquartile range6

Descriptive statistics

Standard deviation6.126525152
Coef of variation0.8741984056
Kurtosis3.935508756
Mean7.008163265
MAD4.471686797
Skewness1.764529454
Sum10302
Variance37.53431044
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=37)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 5.5 ... 10.5 11.5 22.5 33.5 40. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 196 13.3%
 
1 171 11.6%
 
3 128 8.7%
 
2 127 8.6%
 
10 120 8.2%
 
4 110 7.5%
 
7 90 6.1%
 
9 82 5.6%
 
8 80 5.4%
 
6 76 5.2%
 
Other values (27) 290 19.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 44 3.0%
 
1 171 11.6%
 
2 127 8.6%
 
3 128 8.7%
 
4 110 7.5%
 

Maximum 5 values

ValueCountFrequency (%) 
40 1 0.1%
 
37 1 0.1%
 
36 2 0.1%
 
34 1 0.1%
 
33 5 0.3%
 

YearsInCurrentRole
Numeric

Distinct count19
Unique (%)1.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.229251701
Minimum0
Maximum18
Zeros (%)16.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
Median3
Q37
95-th percentile11
Maximum18
Range18
Interquartile range5

Descriptive statistics

Standard deviation3.623137035
Coef of variation0.856685128
Kurtosis0.4774207735
Mean4.229251701
MAD3.040921838
Skewness0.9173631563
Sum6217
Variance13.12712197
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=19)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 6.5 7.5 9.5 11.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 372 25.3%
 
0 244 16.6%
 
7 222 15.1%
 
3 135 9.2%
 
4 104 7.1%
 
8 89 6.1%
 
9 67 4.6%
 
1 57 3.9%
 
6 37 2.5%
 
5 36 2.4%
 
Other values (9) 107 7.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 244 16.6%
 
1 57 3.9%
 
2 372 25.3%
 
3 135 9.2%
 
4 104 7.1%
 

Maximum 5 values

ValueCountFrequency (%) 
18 2 0.1%
 
17 4 0.3%
 
16 7 0.5%
 
15 8 0.5%
 
14 11 0.7%
 

YearsSinceLastPromotion
Numeric

Distinct count16
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.187755102
Minimum0
Maximum15
Zeros (%)39.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q33
95-th percentile9
Maximum15
Range15
Interquartile range3

Descriptive statistics

Standard deviation3.222430279
Coef of variation1.472939213
Kurtosis3.612673115
Mean2.187755102
MAD2.34689435
Skewness1.984289983
Sum3216
Variance10.3840569
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=16)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 6.5 7.5 15. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 581 39.5%
 
1 357 24.3%
 
2 159 10.8%
 
7 76 5.2%
 
4 61 4.1%
 
3 52 3.5%
 
5 45 3.1%
 
6 32 2.2%
 
11 24 1.6%
 
8 18 1.2%
 
Other values (6) 65 4.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 581 39.5%
 
1 357 24.3%
 
2 159 10.8%
 
3 52 3.5%
 
4 61 4.1%
 

Maximum 5 values

ValueCountFrequency (%) 
15 13 0.9%
 
14 9 0.6%
 
13 10 0.7%
 
12 10 0.7%
 
11 24 1.6%
 

YearsWithCurrManager
Numeric

Distinct count18
Unique (%)1.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.123129252
Minimum0
Maximum17
Zeros (%)17.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
Median3
Q37
95-th percentile10
Maximum17
Range17
Interquartile range5

Descriptive statistics

Standard deviation3.568136121
Coef of variation0.8653951654
Kurtosis0.1710580839
Mean4.123129252
MAD3.025371836
Skewness0.833450992
Sum6061
Variance12.73159537
Memory size11.6 KiB
Histogram
Histogram with fixed size bins (bins=18)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 7.5 8.5 9.5 13.5 17. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 344 23.4%
 
0 263 17.9%
 
7 216 14.7%
 
3 142 9.7%
 
8 107 7.3%
 
4 98 6.7%
 
1 76 5.2%
 
9 64 4.4%
 
5 31 2.1%
 
6 29 2.0%
 
Other values (8) 100 6.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 263 17.9%
 
1 76 5.2%
 
2 344 23.4%
 
3 142 9.7%
 
4 98 6.7%
 

Maximum 5 values

ValueCountFrequency (%) 
17 7 0.5%
 
16 2 0.1%
 
15 5 0.3%
 
14 5 0.3%
 
13 14 1.0%
 

Correlations

Missing values

Sample

First rows

AgeAttritionBusinessTravelDailyRateDepartmentDistanceFromHomeEducationEducationFieldEmployeeCountEmployeeNumberEnvironmentSatisfactionGenderHourlyRateJobInvolvementJobLevelJobRoleJobSatisfactionMaritalStatusMonthlyIncomeMonthlyRateNumCompaniesWorkedOver18OverTimePercentSalaryHikePerformanceRatingRelationshipSatisfactionStandardHoursStockOptionLevelTotalWorkingYearsTrainingTimesLastYearWorkLifeBalanceYearsAtCompanyYearsInCurrentRoleYearsSinceLastPromotionYearsWithCurrManager
041YesTravel_Rarely1102Sales12Life Sciences112Female9432Sales Executive4Single5993194798YYes11318008016405
149NoTravel_Frequently279Research & Development81Life Sciences123Male6122Research Scientist2Married5130249071YNo2344801103310717
237YesTravel_Rarely1373Research & Development22Other144Male9221Laboratory Technician3Single209023966YYes15328007330000
333NoTravel_Frequently1392Research & Development34Life Sciences154Female5631Research Scientist3Married2909231591YYes11338008338730
427NoTravel_Rarely591Research & Development21Medical171Male4031Laboratory Technician2Married3468166329YNo12348016332222
532NoTravel_Frequently1005Research & Development22Life Sciences184Male7931Laboratory Technician4Single3068118640YNo13338008227736
659NoTravel_Rarely1324Research & Development33Medical1103Female8141Laboratory Technician1Married267099644YYes204180312321000
730NoTravel_Rarely1358Research & Development241Life Sciences1114Male6731Laboratory Technician3Divorced2693133351YNo22428011231000
838NoTravel_Frequently216Research & Development233Life Sciences1124Male4423Manufacturing Director3Single952687870YNo214280010239718
936NoTravel_Rarely1299Research & Development273Medical1133Male9432Healthcare Representative3Married5237165776YNo133280217327777

Last rows

AgeAttritionBusinessTravelDailyRateDepartmentDistanceFromHomeEducationEducationFieldEmployeeCountEmployeeNumberEnvironmentSatisfactionGenderHourlyRateJobInvolvementJobLevelJobRoleJobSatisfactionMaritalStatusMonthlyIncomeMonthlyRateNumCompaniesWorkedOver18OverTimePercentSalaryHikePerformanceRatingRelationshipSatisfactionStandardHoursStockOptionLevelTotalWorkingYearsTrainingTimesLastYearWorkLifeBalanceYearsAtCompanyYearsInCurrentRoleYearsSinceLastPromotionYearsWithCurrManager
146029NoTravel_Rarely468Research & Development284Medical120544Female7321Research Scientist1Single378584891YNo14328005315404
146150YesTravel_Rarely410Sales283Marketing120554Male3923Sales Executive1Divorced10854165864YYes133280120333220
146239NoTravel_Rarely722Sales241Marketing120562Female6024Sales Executive4Married1203188280YNo1131801212220996
146331NoNon-Travel325Research & Development53Medical120572Male7432Manufacturing Director1Single993637870YNo193280010239417
146426NoTravel_Rarely1167Sales53Other120604Female3021Sales Representative3Single2966213780YNo18348005234200
146536NoTravel_Frequently884Research & Development232Medical120613Male4142Laboratory Technician4Married2571122904YNo173380117335203
146639NoTravel_Rarely613Research & Development61Medical120624Male4223Healthcare Representative1Married9991214574YNo15318019537717
146727NoTravel_Rarely155Research & Development43Life Sciences120642Male8742Manufacturing Director2Married614251741YYes20428016036203
146849NoTravel_Frequently1023Sales23Medical120654Male6322Sales Executive2Married5390132432YNo143480017329608
146934NoTravel_Rarely628Research & Development83Medical120682Male8242Laboratory Technician3Married4404102282YNo12318006344312